New courses “Optimization” and “Machine Learning” coming soon

As much of my Thesis is dedicated to introducing optimization and machine learning, I have decided to add two new courses “Optimization” and “Machine Learning” in the “Teaching” section.

These courses will have a strong theoretical part but many examples of applications.

Optimization topics (subject to change):

  • Recognizing an optimization problem
  • Introductory Examples
  • first/second order necessary/sufficient conditions
  • gradient descent
  • evolutionary algorithms
  • Advanced example with code

Machine Learning topics (subject to change):

  • Recognizing a Machine Learning problem
  • Introductory Examples
  • Linear classification/regression
  • Multilayer neural networks
  • Deep neural networks
  • Advanced example with code

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